sgl-project--sglang
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102 行
3.5 KiB
Python
102 行
3.5 KiB
Python
"""Integration test: the EPD encoder server exports sglang:encoder_* metrics."""
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import unittest
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import uuid
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from typing import Dict, List
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from urllib.parse import urlparse
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import requests
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import zmq
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from prometheus_client.parser import text_string_to_metric_families
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from prometheus_client.samples import Sample
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from sglang.srt.disaggregation.encode_server import MINIMUM_PNG_PICTURE_BASE64
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from sglang.srt.utils import kill_process_tree
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from sglang.srt.utils.network import get_zmq_socket_on_host
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.test_utils import (
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DEFAULT_SMALL_VLM_MODEL_NAME_FOR_TEST,
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DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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DEFAULT_URL_FOR_TEST,
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CustomTestCase,
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popen_launch_server,
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)
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register_cuda_ci(est_time=180, stage="base-b", runner_config="1-gpu-small")
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_MODEL_NAME = DEFAULT_SMALL_VLM_MODEL_NAME_FOR_TEST
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def _parse_prometheus_metrics(metrics_text: str) -> Dict[str, List[Sample]]:
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result: Dict[str, List[Sample]] = {}
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for family in text_string_to_metric_families(metrics_text):
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for sample in family.samples:
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result.setdefault(sample.name, []).append(sample)
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return result
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class TestEncoderServerMetrics(CustomTestCase):
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def test_encoder_metrics_exported(self):
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process = popen_launch_server(
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_MODEL_NAME,
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DEFAULT_URL_FOR_TEST,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--encoder-only",
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"--trust-remote-code",
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"--enable-metrics",
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"--tp",
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"1",
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],
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)
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self.addCleanup(kill_process_tree, process.pid)
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base_host = urlparse(DEFAULT_URL_FOR_TEST).hostname
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context = zmq.Context()
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recv_port, recv_socket = get_zmq_socket_on_host(
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context, zmq.PULL, host=base_host
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)
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try:
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health = requests.get(f"{DEFAULT_URL_FOR_TEST}/health_generate")
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self.assertEqual(health.status_code, 200)
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req_id = f"metrics-probe-{uuid.uuid4().hex}"
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requests.post(
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f"{DEFAULT_URL_FOR_TEST}/scheduler_receive_url",
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json={
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"req_id": req_id,
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"receive_url": f"{base_host}:{recv_port}",
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"receive_count": 1,
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},
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)
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response = requests.post(
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f"{DEFAULT_URL_FOR_TEST}/encode",
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json={
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"req_id": req_id,
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"modality": "IMAGE",
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"mm_items": [f"data:image/png;base64,{MINIMUM_PNG_PICTURE_BASE64}"],
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"num_parts": 1,
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"part_idx": 0,
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"embedding_port": None,
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},
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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)
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self.assertEqual(response.status_code, 200)
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metrics_response = requests.get(f"{DEFAULT_URL_FOR_TEST}/metrics")
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self.assertEqual(metrics_response.status_code, 200)
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metrics_text = metrics_response.text
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self.assertIn("sglang:encoder_requests_received_total", metrics_text)
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self.assertIn(f'model_name="{_MODEL_NAME}"', metrics_text)
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metrics = _parse_prometheus_metrics(metrics_text)
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received = metrics.get("sglang:encoder_requests_received_total", [])
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self.assertGreater(sum(s.value for s in received), 0)
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finally:
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recv_socket.close()
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context.term()
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if __name__ == "__main__":
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unittest.main()
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